{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f3667011-0968-4b0d-953b-70479293fe13",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "# Example3 - Multisetup with Post Separate Estimation Re-scaling (PoSER) method"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5884cd70-e3e5-452e-ac16-943d7dc560f4",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "In this example, we'll be working with a simulated dataset generated from a finite element model of a fictitious three-story, L-shaped building. This model was created using OpenSeesPy, and the corresponding Python script can be found [here](https://github.com/dagghe/pyOMA-test-data/blob/main/test_data/3SL/model.py). \n",
    "\n",
    "As always, first we import the necessary modules. All the files needed to run this example are available [here](https://github.com/dagghe/pyOMA-test-data/tree/main/test_data/3SL)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e2cd26-9c03-4511-a7b3-ef28222e6dde",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from pyoma2.algorithms import SSI\n",
    "from pyoma2.setup import MultiSetup_PoSER, SingleSetup\n",
    "from pyoma2.support.utils.sample_data import get_sample_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e16c688c-1833-45e8-96ac-5c07498ea323",
   "metadata": {},
   "source": [
    "For the **PoSER** approach, after importing the necessary modules and loading the data, the next step is to create a separate instance of the single setup class for each available dataset.\n",
    "\n",
    "The exact natural frequencies of the system are: 2.63186, 2.69173, 3.43042, 8.29742, 8.42882, 10.6272, 14.0053, 14.093, 17.5741"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ba84512c-b8a7-47ec-a2a3-bab2e2aee6f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-09 12:26:10,016 - pyoma2.support.utils.sample_data - INFO - Downloading set1.npy from GitHub... (sample_data:38)\n",
      "2025-06-09 12:26:11,420 - pyoma2.support.utils.sample_data - INFO - Downloaded set1.npy successfully. (sample_data:47)\n",
      "2025-06-09 12:26:11,424 - pyoma2.support.utils.sample_data - INFO - Downloading set2.npy from GitHub... (sample_data:38)\n",
      "2025-06-09 12:26:12,740 - pyoma2.support.utils.sample_data - INFO - Downloaded set2.npy successfully. (sample_data:47)\n",
      "2025-06-09 12:26:12,746 - pyoma2.support.utils.sample_data - INFO - set3.npy already exists locally. (sample_data:49)\n"
     ]
    }
   ],
   "source": [
    "# import data files\n",
    "set1 = np.load(get_sample_data(filename=\"set1.npy\", folder=\"3SL\"), allow_pickle=True)\n",
    "set2 = np.load(get_sample_data(filename=\"set2.npy\", folder=\"3SL\"), allow_pickle=True)\n",
    "set3 = np.load(get_sample_data(filename=\"set3.npy\", folder=\"3SL\"), allow_pickle=True)\n",
    "\n",
    "# create single setup\n",
    "ss1 = SingleSetup(set1, fs=100)\n",
    "ss2 = SingleSetup(set2, fs=100)\n",
    "ss3 = SingleSetup(set3, fs=100)\n",
    "\n",
    "# Detrend and decimate\n",
    "#ss1.decimate_data(q=2)\n",
    "#ss2.decimate_data(q=2)\n",
    "#ss3.decimate_data(q=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93e03054-658f-444e-af18-b9b1220be29c",
   "metadata": {},
   "source": [
    "The process for obtaining the modal properties from each setup remains the same as described in the example for the single setup. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b51671c7-7df3-48a0-9cc7-54367d7b9d19",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-09 12:26:12,770 - pyoma2.setup.base - INFO - Running SSIcov_s1... (base:123)\n",
      "2025-06-09 12:26:12,770 - pyoma2.functions.ssi - INFO - Assembling Hankel matrix method: cov... (ssi:89)\n",
      "2025-06-09 12:26:13,235 - pyoma2.functions.ssi - INFO - SSI for increasing model order... (ssi:462)\n",
      "100%|██████████| 41/41 [00:00<00:00, 15565.39it/s]\n",
      "2025-06-09 12:26:13,255 - pyoma2.functions.ssi - INFO - Calculating modal parameters for increasing model order... (ssi:628)\n",
      "100%|██████████| 41/41 [00:00<00:00, 1239.12it/s]\n",
      "2025-06-09 12:26:13,392 - pyoma2.setup.base - INFO - all done (base:102)\n",
      "2025-06-09 12:26:13,393 - pyoma2.setup.base - INFO - Running SSIcov_s2... (base:123)\n",
      "2025-06-09 12:26:13,393 - pyoma2.functions.ssi - INFO - Assembling Hankel matrix method: cov... (ssi:89)\n",
      "2025-06-09 12:26:13,561 - pyoma2.functions.ssi - INFO - SSI for increasing model order... (ssi:462)\n",
      "100%|██████████| 41/41 [00:00<00:00, 20907.78it/s]\n",
      "2025-06-09 12:26:13,565 - pyoma2.functions.ssi - INFO - Calculating modal parameters for increasing model order... (ssi:628)\n",
      "100%|██████████| 41/41 [00:00<00:00, 1413.12it/s]\n",
      "2025-06-09 12:26:13,696 - pyoma2.setup.base - INFO - all done (base:102)\n",
      "2025-06-09 12:26:13,697 - pyoma2.setup.base - INFO - Running SSIcov_s3... (base:123)\n",
      "2025-06-09 12:26:13,697 - pyoma2.functions.ssi - INFO - Assembling Hankel matrix method: cov... (ssi:89)\n",
      "2025-06-09 12:26:13,886 - pyoma2.functions.ssi - INFO - SSI for increasing model order... (ssi:462)\n",
      "100%|██████████| 41/41 [00:00<00:00, 16401.19it/s]\n",
      "2025-06-09 12:26:13,891 - pyoma2.functions.ssi - INFO - Calculating modal parameters for increasing model order... (ssi:628)\n",
      "100%|██████████| 41/41 [00:00<00:00, 1283.37it/s]\n",
      "2025-06-09 12:26:14,027 - pyoma2.setup.base - INFO - all done (base:102)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initialise the algorithms for setup 1\n",
    "ssicov1 = SSI(name=\"SSIcov_s1\", method=\"cov\", br=45, ordmax=80, step=2)\n",
    "# Add algorithms to the class\n",
    "ss1.add_algorithms(ssicov1)\n",
    "ss1.run_all()\n",
    "\n",
    "# Initialise the algorithms for setup 2\n",
    "ssicov2 = SSI(name=\"SSIcov_s2\", method=\"cov\", br=30, ordmax=80, step=2)\n",
    "ss2.add_algorithms(ssicov2)\n",
    "ss2.run_all()\n",
    "\n",
    "# Initialise the algorithms for setup 3\n",
    "ssicov3 = SSI(name=\"SSIcov_s3\", method=\"cov\", br=30, ordmax=80, step=2)\n",
    "ss3.add_algorithms(ssicov3)\n",
    "ss3.run_all()\n",
    "\n",
    "# Plot stabilisation chart\n",
    "_, _ = ssicov1.plot_stab(freqlim=(1,20))\n",
    "_, _ = ssicov2.plot_stab(freqlim=(1,20))\n",
    "_, _ = ssicov3.plot_stab(freqlim=(1,20))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "099bbc9d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-09 12:26:14,232 - pyoma2.setup.base - INFO - Getting mpe modal parameters from SSIcov_s1 (base:149)\n",
      "2025-06-09 12:26:14,232 - pyoma2.functions.ssi - INFO - Extracting SSI modal parameters (ssi:1036)\n",
      "100%|██████████| 9/9 [00:00<00:00, 30640.21it/s]\n",
      "2025-06-09 12:26:14,234 - pyoma2.setup.base - INFO - Getting mpe modal parameters from SSIcov_s2 (base:149)\n",
      "2025-06-09 12:26:14,234 - pyoma2.functions.ssi - INFO - Extracting SSI modal parameters (ssi:1036)\n",
      "100%|██████████| 9/9 [00:00<00:00, 39280.68it/s]\n",
      "2025-06-09 12:26:14,235 - pyoma2.setup.base - INFO - Getting mpe modal parameters from SSIcov_s3 (base:149)\n",
      "2025-06-09 12:26:14,235 - pyoma2.functions.ssi - INFO - Extracting SSI modal parameters (ssi:1036)\n",
      "100%|██████████| 9/9 [00:00<00:00, 44098.99it/s]\n"
     ]
    }
   ],
   "source": [
    "# Extract results \n",
    "ss1.mpe(\n",
    "    \"SSIcov_s1\",\n",
    "    sel_freq=[2.63, 2.69, 3.43, 8.29, 8.42, 10.62, 14.00, 14.09, 17.57],\n",
    "    order_in=50)\n",
    "ss2.mpe(\n",
    "    \"SSIcov_s2\",\n",
    "    sel_freq=[2.63, 2.69, 3.43, 8.29, 8.42, 10.62, 14.00, 14.09, 17.57],\n",
    "    order_in=50)\n",
    "ss3.mpe(\n",
    "    \"SSIcov_s3\",\n",
    "    sel_freq=[2.63, 2.69, 3.43, 8.29, 8.42, 10.62, 14.00, 14.09, 17.57],\n",
    "    order_in=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a41a88e6-59a3-41b0-b476-447769bd5a0c",
   "metadata": {},
   "source": [
    "After analyzing all datasets, the ```MultiSetup_PoSER``` class can be instantiated by passing the processed single setup and the lists of reference indices. Subsequently, the ```merge_results()``` method is used to combine the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "44a282d8-ac3f-42c8-99e0-75c06caeb772",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-09 12:26:14,292 - pyoma2.setup.multi - INFO - Merging SSI results for SSIcov group (multi:220)\n",
      "2025-06-09 12:26:14,292 - pyoma2.setup.multi - INFO - Merging SSIcov_s1 results (multi:226)\n",
      "2025-06-09 12:26:14,293 - pyoma2.setup.multi - INFO - Merging SSIcov_s2 results (multi:226)\n",
      "2025-06-09 12:26:14,293 - pyoma2.setup.multi - INFO - Merging SSIcov_s3 results (multi:226)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([ 2.63061693,  2.69026456,  3.42465899,  8.28318556,  8.41992465,\n",
       "       10.60954034, 14.01264184, 14.04111381, 17.47812382])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# reference indices\n",
    "ref_ind = [[0, 1, 2], [0, 1, 2], [0, 1, 2]]\n",
    "# Creating Multi setup\n",
    "msp = MultiSetup_PoSER(ref_ind=ref_ind, single_setups=[ss1, ss2, ss3], names=[\"SSIcov\"])\n",
    "\n",
    "# Merging results from single setups\n",
    "result = msp.merge_results()\n",
    "\n",
    "# dictionary of merged results\n",
    "res_ssicov = dict(result[\"SSIcov\"])\n",
    "result[\"SSIcov\"].Fn"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d47ec2b-caf5-495c-a769-90a46ac2ce96",
   "metadata": {},
   "source": [
    "Once the class has been instantiated we can define the \"global\" geometry on it and then plot or animate the mode shapes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bd35c95d-0195-4212-abf8-3cc4076098a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-09 12:26:14,310 - pyoma2.support.utils.sample_data - INFO - Downloading Geo1.xlsx from GitHub... (sample_data:38)\n",
      "2025-06-09 12:26:14,591 - pyoma2.support.utils.sample_data - INFO - Downloaded Geo1.xlsx successfully. (sample_data:47)\n",
      "2025-06-09 12:26:14,592 - pyoma2.support.utils.sample_data - INFO - Downloading Geo2.xlsx from GitHub... (sample_data:38)\n",
      "2025-06-09 12:26:15,127 - pyoma2.support.utils.sample_data - INFO - Downloaded Geo2.xlsx successfully. (sample_data:47)\n"
     ]
    }
   ],
   "source": [
    "# Geometry 1\n",
    "_geo1 = get_sample_data(filename=\"Geo1.xlsx\", folder=\"3SL\")\n",
    "# Geometry 2\n",
    "_geo2 = get_sample_data(filename=\"Geo2.xlsx\", folder=\"3SL\")\n",
    "\n",
    "# Define geometry1\n",
    "msp.def_geo1_by_file(_geo1)\n",
    "\n",
    "# Define geometry 2\n",
    "msp.def_geo2_by_file(_geo2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "434ed5f3-692e-4b82-99fe-099a543bde7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define results variable\n",
    "algoRes = result[\"SSIcov\"]\n",
    "\n",
    "# Plot mode 2 (geometry 1)\n",
    "_, _ = msp.plot_mode_geo1(\n",
    "      algo_res=algoRes, mode_nr=2, scaleF=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a92c34ca-28de-4ee8-b50e-619b2736802d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "58e9bd9e13e940b3bad970fea3354c49",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Widget(value='<iframe src=\"http://localhost:57292/index.html?ui=P_0x167939df0_0&reconnect=auto\" class=\"pyvista…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot mode 1 (geometry 2, pyvista)\n",
    "_ = msp.plot_mode_geo2(algo_res=algoRes, mode_nr=1, scaleF=2, notebook=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d49d6d15-5bb8-4f3d-adda-38b1c861ec6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot mode 4 (geometry 2, matplotlib)\n",
    "_, _ = msp.plot_mode_geo2_mpl(\n",
    "      algo_res=algoRes, mode_nr=4, view=\"xz\", scaleF=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a3e92989-cf78-4069-b3de-f9e52384bfec",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Animate mode 5 (geometry 2, pyvista)\n",
    "_ = msp.anim_mode_geo2(\n",
    "      algo_res=algoRes, mode_nr=5, scaleF=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0635b438-c4df-4416-bd15-52a1b9f09321",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 2.63061693,  2.69026456,  3.42465899,  8.28318556,  8.41992465,\n",
       "       10.60954034, 14.01264184, 14.04111381, 17.47812382])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "algoRes.Fn"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "test",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
